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README.md
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+
---
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+
license: cc-by-4.0
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language:
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- en
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pretty_name: SmartStake MLB Player Prop Odds and Results (2026)
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tags:
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- sports-betting
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- sports-analytics
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- mlb
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- baseball
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- odds
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- player-props
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size_categories:
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- 100M<n<1B
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task_categories:
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- time-series-forecasting
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- tabular-classification
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configs:
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- config_name: default
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data_files:
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- split: train
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path: "mon=*/*.parquet"
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---
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# SmartStake MLB Player Prop Odds and Results (2026)
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Minute-by-minute MLB player prop odds from ~75 sportsbooks and exchanges over the
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2026 season, with the graded outcome of each prop attached. Every row is one
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book's price for one selection at one minute. This is the raw material behind
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the study ["Sharpest Sportsbooks for MLB Player Props"](https://smartstake.app/learn/sharpest-sportsbooks-mlb-player-props).
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## Coverage
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- **Odds:** late March 2026 through early July 2026.
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- **Graded outcomes:** March through June (games that had settled at export time).
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July rows carry odds but `result` and `won` are null.
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- **Markets:** total bases, hits, RBIs, home runs, strikeouts, batting walks.
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- **Books:** ~75 sportsbooks, exchanges, and prediction markets (Kalshi, ProphetX,
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Novig, Pinnacle, DraftKings, FanDuel, Fanatics, and more).
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## Schema
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| column | type | description |
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|---|---|---|
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| `game_id` | string | Stable game identity. Fragmented source keys were collapsed to one id per game (see below). |
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| `start_time` | timestamp | Scheduled first pitch (UTC). Subtract `ts` for time-to-first-pitch. |
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| `player` | string | Player name. |
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| `market` | string | Prop market (e.g. `player total bases`). |
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| `line` | double | The over/under number for this selection. |
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| `side` | string | `over` or `under`. |
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| `book` | string | Sportsbook / exchange. |
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| `ts` | timestamp | Minute the quote was live (UTC). One row per changed minute. |
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| `odds` | double | Decimal odds. |
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| `result` | double | The player's actual stat for that market. Null if the game had not settled or the player was inactive. |
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| `won` | boolean | Whether this side won. Null for a push (`result == line`) or an ungraded/void selection. |
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## The match-key de-drift
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Games in the raw feed sometimes fragment across several identity keys when a
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scheduled start time shifts. Those fragments were mapped to a single `game_id`
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via a crosswalk, and duplicate `(game_id, player, market, line, side, book, minute)`
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rows were collapsed to the latest quote. So one game counts as one game, not
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several. Grade and group on `game_id`.
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## Loading
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```python
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from datasets import load_dataset
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ds = load_dataset("SmartStake/mlb-player-props", split="train")
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```
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```python
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import pandas as pd
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df = pd.read_parquet("hf://datasets/SmartStake/mlb-player-props/mon=2026-05")
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```
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```sql
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-- DuckDB, straight from the hub
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SELECT book, count(*) FROM 'hf://datasets/SmartStake/mlb-player-props/**/*.parquet' GROUP BY 1;
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```
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## Provenance, license, and responsible use
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Odds were collected from public sportsbook and exchange feeds; outcomes are from
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official box scores. Released under CC BY 4.0 for research and educational use.
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This dataset is informational and historical: past prices and results do not
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predict future outcomes, and betting carries risk of loss. Not affiliated with
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any sportsbook. 21+.
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## Citation
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> SmartStake (2026). SmartStake MLB Player Prop Odds and Results (2026). Hugging Face.
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